Paper Citation Record · LEDGER

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning

As of 11 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 1 inbound Pith citation observation for arXiv:2501.07508.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.07508 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:44:59.978976Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T00:31:49.970486Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T00:31:55.618208Z

Reference resolution

13 of 13 outbound references displayed

verified exact0
verified fuzzy4
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 125c1f5c-6cf5-4055-a0a8-2744fe75671f · outbound

This paper cites an unresolved cited work.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:45:00.176324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7d64ee1d-3601-4739-8ef9-aa5c5b906779 · outbound

This paper cites Strategic Liquidity Provision in Uniswap v3.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Strategic Liquidity Provision in Uniswap v3

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.926438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63668993-1e24-44d5-acd9-083e289b9a81 · outbound

This paper cites In Proceedings of the 2021 ACM CCS Workshop on Decentralized Finance and Security , 15–20.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning In Proceedings of the 2021 ACM CCS Workshop on Decentralized Finance and Security , 15–20

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:00.226243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cfb30e77-86dc-4e9a-895f-2161debe022c · outbound

This paper cites Impermanent Loss in Uniswap v3.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Impermanent Loss in Uniswap v3

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.941883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73faa130-d9a3-463b-8b70-75d4089c3a54 · outbound

This paper cites Automated Market Making and Loss-Versus-Rebalancing.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Automated Market Making and Loss-Versus-Rebalancing

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.947263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d61c43a0-5f75-4687-90e0-bbbbea39d7f3 · outbound

This paper cites In Companion Proceedings of the Web Conference 2022 , 12–19.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning In Companion Proceedings of the Web Conference 2022 , 12–19

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:00.210147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 58840cce-c0cc-4a25-b2cc-62fdbf0507fb · outbound

This paper cites Adaptive Liquidity Provision in Uniswap V3 with Deep Reinforcement Learning.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Adaptive Liquidity Provision in Uniswap V3 with Deep Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.963778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72fb482b-bfca-4a8f-b111-1017f3250ea6 · outbound

This paper cites In NeurIPS 2023 Workshop on Instruction Tuning and Instruction F ol- lowing.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning In NeurIPS 2023 Workshop on Instruction Tuning and Instruction F ol- lowing

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:00.193530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a9d47cb-f4e1-4f56-98a0-09e6b80883f9 · outbound

This paper cites The results align with those for x0 = 2, as the active LP strategy outperforms the passive LP in 7 out of 11 testing windows.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning The results align with those for x0 = 2, as the active LP strategy outperforms the passive LP in 7 out of 11 testing windows

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:45:00.159024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ebee82ee-e517-40de-8e8a-5df8971f558e · outbound

This paper cites Proximal Policy Optimization Algorithms.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.953504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 582a5daa-022e-4ae9-a222-3fff98837971 · outbound

This paper cites UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Provider.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning UNISWAP: Impermanent Loss and Risk Profile of a Liquidity Provider

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.921073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d6b73aa-2ad9-4e53-b2e2-6173e5ca944d · outbound

This paper cites Risks and Returns of Uniswap V3 Liquidity Providers.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Risks and Returns of Uniswap V3 Liquidity Providers

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.936819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc163167-55a2-4251-8bf9-bc21a82bff64 · outbound

This paper cites Don't Let MEV Slip: The Costs of Swapping on the Uniswap Protocol.

Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning Don't Let MEV Slip: The Costs of Swapping on the Uniswap Protocol

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T20:44:59.915420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f1100ed0-855c-4733-9e1b-696a94b215d1 · inbound

Proactive Market Making and Liquidity Analysis for Everlasting Options in DeFi Ecosystems cites this paper.

Proactive Market Making and Liquidity Analysis for Everlasting Options in DeFi Ecosystems Improving DeFi Accessibility through Efficient Liquidity Provisioning with Deep Reinforcement Learning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:31:55.621211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.